{"id":"W2463600540","doi":"10.1021/acs.estlett.5b00207","title":"A Mini-Fluidic UV Photoreaction System for Bench-Scale Photochemical Studies","year":2015,"lang":"en","type":"article","venue":"Environmental Science & Technology Letters","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Directorate-General for Research and Innovation; National Natural Science Foundation of China","keywords":"Absorbance; Fluence; Photodissociation; Ultraviolet; Photochemistry; Collimated light; Irradiation; Reaction rate constant; Fluidics; Chemistry; Materials science; Analytical Chemistry (journal); Optics; Optoelectronics; Laser; Kinetics; Chromatography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004093509,0.0001860873,0.0001879093,0.0004407505,0.00014466,0.00001562914,0.0003601667,0.0001259122,0.0000033657],"category_scores_gemma":[0.00002119666,0.0001821946,0.00003371629,0.0008939913,0.001542746,0.0002424754,0.0001121245,0.0001776307,0.00002218302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536844,"about_ca_system_score_gemma":0.00001805836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002038983,"about_ca_topic_score_gemma":8.050144e-8,"domain_scores_codex":[0.9987229,0.000004609973,0.0002689757,0.0003499318,0.000264632,0.0003890096],"domain_scores_gemma":[0.9995758,0.00001224211,0.00005699428,0.000280741,0.00002386981,0.00005035608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005744062,0.00001524071,0.0004510605,0.00001586481,0.0000134948,0.000002541922,0.000183859,0.000006482827,0.9920688,0.0003838051,0.004995017,0.001858082],"study_design_scores_gemma":[0.0002916833,0.00006255811,0.00008121157,0.00002261659,0.00001202682,0.00007038942,0.002179252,0.0003472031,0.9910722,0.000198232,0.005463987,0.0001985811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438298,0.0002681816,0.05337773,0.0005878114,0.0004361875,0.000516215,0.00001554284,0.0007642813,0.0002042449],"genre_scores_gemma":[0.9939093,0.000009243464,0.005452473,0.0001916494,0.00004838445,0.0003377841,0.00001469129,0.00002150906,0.00001495229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05007951,"threshold_uncertainty_score":0.7429682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150132776808716,"score_gpt":0.2409825042515057,"score_spread":0.2259692265706341,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}